Bloody Mother Fucking Asshole was inspired by Wainwright's father, Loudon Wainwright III. She wrote the track as a response to her father's way of writing songs about his family, rather than tending to them.[1][2]
The EP was released in the UK as a 4 song EP (When The Day Is Short omitted) on the Drowned in Sound label.[3]
The review in PopMatters calls the EP "a rebellious introductory stance for an artist looking to provoke or silence potential critics" and states that Wainwright is "as different from her brother as her brother is different from their father, but like both men, she's fiercely honest and stubbornly candid".[4]AllMusic write that "Wainwright's husky voice has matured into a thing of real beauty, and her ability to sound both majestic and totally wrecked helps to humanize each track".[3]
The title song "Bloody Mother Fucking Asshole" has been translated into a Swedish version by Caroline af Ugglas. The song, in Swedish called "Vill inte spela glad" ("Don't Want to Act Happy"), can be found on her album Så gör jag det igen, released March 18, 2009.[6][7]